Hello, I am Zeru, a first year Ph.D. student in Rutgers University. I am honored to be guided by Prof.Ruixiang Tang. I will receive my BE degree in Software Engineering at Dalian University of Technology

My research interests mainly focus on:

  • AI interpretability: I hope that through the interpretability method of LLM, we can understand and analyze the reasons for the decisions made by LLM, and thus improve the performance of LLM in performing tasks.
  • LLM Reasoning: I am very interested in LLM reasoning, especially the reasoning of mathematical problems. I hope to improve the accuracy of the chain of thought and answers generated by LLM when performing reasoning problems.
  • LLM-based Multi-Agent System: I hope to learn from OS methods to build efficient and human-friendly LLM Agent systems.

Meanwhil, I’ve got a bunch of hobbies, likes soccer, traditional Chinese calligraphy, traveling and mixing drinks. By the way I am a big Manchester United fan.

My CV is here: Zeru’s CV

🔥 News

  • 2025.9 One paper has been accepted by IEEE TCSVT(IF=11.1), thanks to my all collaborators!🎉🎉
  • 2025.8 One paper has been accepted by EMNLP 2025(Main), thanks to my all collaborators!🎉🎉
  • 2025.3 I will join Rutgers University to pursue my Ph.D. degree! 🎉🎉
  • 2025.1 Our work From Commands to Prompts: LLM-based Semantic File System is accepted by ICLR 2025, many thanks to my collaborators! 🎉🎉
  • 2024.11 I get China National Scholarship. 🎉🎉
  • 2024.9 Please check our preprint about From Commands to Prompts: LLM-based Semantic File System
  • 2024.9 I will be an official intern of Shanghai AI laboratory!

📷 Publication

ICLR2025
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From Commands to Prompts: LLM-based Semantic File System
Zeru Shi*, Kai Mei*, Mingyu Jin, Yongye Su, Chaoji Zuo, Wenyue Hua, Wujiang Xu, Yujie Ren, Zirui Liu, Mengnan Du, Dong Deng, Yongfeng Zhang

[Arxiv], [GitHub]

IEEE TCSVT(IF=11.1)
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SeFENet: Robust Deep Homography Estimation via Semantic-Driven Feature Enhancement
Zeru Shi, Zengxi Zhang, Kemeng Cui, Ruizhe An, Jinyuan Liu, Zhiying Jiang

[Arxiv]

📝 Pre-Print

Arxiv
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Robustness-aware Automatic Prompt Optimization
Zeru Shi, Zhenting Wang, Yongye Su, Weidi Luo, Xiaoyang Chen, Fan Yang, Yongfeng Zhang

[Arxiv], [GitHub]

🎖 Honors and Awards

  • 2025.6 Dalian excellent undergraduate graduates, China
  • 2024.11 National Scholarship, China
  • 2023.9 Special scholarship of NOK Corporation, Japan

📖 Educations

  • 2021.09 - 2025.06, Dalian University of Technology, ISE, Liaoning, Undergraduate
  • 2025.09 - Present, Rutgers University, Computer Science, New Brunswick, Ph.D.

💻 Internships